Generalized multiscale entropy analysis: Application to quantifying the complex volatility of human heartbeat time series

Entropy

Volumn 17, Issue 3, 2015, Pages 1197-1203

  Costa, Madalena D ^a   Goldberger, Ary L ^a,b  

^a HARVARD MEDICAL SCHOOL   (United States)

^b HARVARD UNIVERSITY   (United States)

Author keywords

Aging; Complexity; Entropy; Fractal; Heart rate; Multiscale entropy; Nonlinear dynamics

Indexed keywords

EID: 84982712452     PISSN: None     EISSN: 10994300     Source Type: Journal    
DOI: 10.3390/e17031197     Document Type: Article

References (21)

1. Voss, A.; Schulz, S.; Schroeder, R.; Baumert, M.; Caminal, P. Methods derived from nonlinear dynamics for analysing heart rate variability. Phil. Trans. R. Soc. A 2009, 367, 277-296
2. Costa, M.; Goldberger, A.L.; Peng, C.-K. Multiscale entropy analysis of physiologic time series. Phys. Rev. Lett. 2002, 89, 062102-1-4
3. Costa, M.; Goldberger, A.L.; Peng, C.-K. Multiscale entropy analysis of biological signals. Phys. Rev. E 2005, 71, 021906-1-8
4. Costa, M.; Peng, C.-K.; Goldberger, A.L. Multiscale analysis of heart rate dynamics: Entropy and time irreversibility measures. Cardiovasc. Eng. 2008, 8, 88-93
5. Costa, M.; Ghiran, I.; Peng, C.-K.; Nicholson-Weller, A.; Goldberger, A.L. Complex dynamics of human red blood cell flickering: Alterations with in vivo aging. Phys. Rev. E. 2008, 78, 785243(R):1-785243(R):5
6. Costa, M.D.; Schnettler, W.T.; Amorim-Costa, C.; Bernardes, J.; Costa, A.; Goldberger, A.L.; Ayres-de-Campos, D. Complexity-loss in fetal heart rate dynamics during labor as a potential biomarker of acidemia. Early Hum. Dev. 2014, 90, 67-71
7. Costa, M.D.; Henriques, T.; Munshi, M.; Segal, A.R.; Goldberger, A.L. Dynamical glucometry: Use of multiscale entropy analysis in diabetes. Chaos 2014, 24, 033139-1-5
8. Zhang, Y.-C. Complexity and 1/f noise. A phase space approach. J. Phys. I Fr. 1991, 1, 971-977
9. Goldberger, A.L.; Amaral, L.A.N.; Glass, L.; Hausdorff, J.M.; Ivanov, P. Ch.; Mark, R.G.; Mietus, J.E.; Moody, G.B.; Peng, C.-K.; Stanley, H.E. PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation 2000, 101, e215-e220
10. McMurray, J.J.V. Systolic heart failure. N. Engl. J. Med. 2010, 362, 228-238
11. Goldberger, A.L. Giles F. Filley lecture. Complex systems. Proc. Am. Thorac. Soc. 2006, 3, 467-471
12. Richman, J.S.; Moorman, J.R. Physiological time-series analysis using approximate entropy and sample entropy. Am. J. Physiol. Heart Circ. Physiol. 2000, 278, H2039-H2049
13. Cancio, L.C.; Batchinsky, A.I.; Baker, W.L.; Necsoiu, C.; Salinas, J.; Goldberger, A.L.; Costa, M.D. Combat casualties undergoing lifesaving interventions have decreased heart rate complexity at multiple time scales. J. Crit. Care 2013, 28, 1093-1098
14. Lake, D.E.; Moorman, J.R. Accurate estimation of entropy in very short physiological time series: The problem of atrial fibrillation detection in implanted ventricular devices. Am. J. Physiol. Heart Circ. Physiol. 2011, 300, H319-H325
15. Goldberger, A.L.; Amaral, L.A.N.; Hausdorff, J.M.; Ivanov, P. Ch.; Peng, C.K.; Stanley, H.E. Fractal dynamics in physiology: Alterations with disease and aging. Proc. Natl. Acad. Sci. USA 2002, 99, 2466-2472
16. Costa, M.; Goldberger, A.L.; Peng, C.-K. Broken asymmetry of the human heartbeat: Loss of time irreversibility in aging and disease. Phys. Rev. Lett. 2005, 95, 198102:1-198102:4
17. Wu, S.-D.; Wu, C.-W.; Lin, S.-G.; Lee, K.-Y; Peng, C-K. Analysis of complex time series using refined composite multiscale entropy. Phys. Lett. A, 2014, 378, 1369-1374
18. Ivanov, P. Ch.; Amaral, L.A.N.; Goldberger, A.L.; Havlin, S.; Rosenblum, M.G.; Struzik, Z.; Stanley, H.E. Multifractality in human heartbeat dynamics. Nature 1999, 399, 461-465
19. Ashkenazy, Y.; Ivanov, P. Ch.; Havlin, S.; Peng, C.-K.; Goldberger, A.L.; Stanley, H.E. Magnitude and sign correlations in heartbeat fluctuations. Phys. Rev. Lett. 2001, 86, 1900-1903
20. Kalisky, T.; Ashkenazy, Y.; Havlin, S. Volatility of linear and nonlinear time series. Phys. Rev. E 2005, 72, 011913:1-011913:8
21. Kantelhardt, J.W.; Zschiegner, S.; Koscielny-Bunde, E.; Havlin, S.; Bunde, A.; Stanley, H.E. Multifractal detrended fluctuation analysis of nonstationary time series. Physica A 2002, 316, 87-114